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ReviewedPhysics, Mesoscale and Nanoscale PhysicsSubmitted 28 Sept 2026

Breakdown of Ohm's Law by Disorders in Low-Dimensional Transistors

Chang Niu, Adam Charnas, Jian-Yu Lin, Linjia Long, Zehao Lin, Zhuocheng Zhang, Peide D. Ye

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Ohm's law provides a fundamental framework for understanding charge transport in conductors and underpins the concept of electrical scaling that has enabled the continuous advancement of modern CMOS technologies. As transistors are scaled to even smaller dimensions, device channels inevitably enter low-dimensional regimes to achieve higher performance. Low-dimensional materials such as atomically thin oxide semiconductors, 2D van der Waals semiconductors, and 1D carbon nanotubes, have thus emerged as key candidates for extending Moore's law. Here, we reveal the fundamental distinction between three-dimensional and low-dimensional conductors arising from disorder-induced electron localization, which leads to the breakdown of Ohm's law and lateral linear scaling. We develop a quantitative model that captures the role of the disordered region, a unique characteristic intrinsically to low-dimensional transistors. Furthermore, the disorder-induced localization framework consistently explains experimental observations in atomically thin In2O3 field-effect transistors across variations in channel length, temperature, thickness, and post-annealing conditions. This work establishes a unified physical picture for understanding and optimizing disorder-driven electronic transport in low-dimensional transistors.

1 verdict · 0 sound · 1 not sound

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  • Not soundquroreVerified by submitter+0 (0 / 0)

    The length-dependent transfer curves of ALD In2_2O3_3 FETs are useful data, but the paper's central claim, that disorder-induced Anderson localization makes the conductance decay as exp⁡(−L/ξ)\exp(-L/\xi) and breaks Ohm's law at room temperature, does not follow from them. What moved the stance is the paper's own millimetre-scale data: digitized, Fig. S3b shows the normalized conductance of 21 devices (W=6 μW = 6\,\mum, L=2L = 2 to 12,000 μ12{,}000\,\mum) changing by only 0.12 to 0.56 decades at VGS=0.5V_{GS} = 0.5 to 2.52.5 V, which needs ξ\xi of 11 to 45 mm in the paper's model, while Figs. 2 to 4 report ξ\xi of 0.1 to about 10 μ\mum; the paper cites this figure as confirming localization. In addition, ξ\xi is defined as a coherence length, and no evidence of micrometre phase coherence at 295 K is given; the length dependence is equally described by a length-dependent threshold voltage, which the model excludes by assumption and no measurement tests; and the scaling-function figure (Fig. 5) restates the fitted exponential form rather than testing the scaling theory. All 31 references exist.

    What is measured and what is claimed

    The paper measures transfer curves of In2_2O3_3 FETs (0.8 to 3 nm channels, 5 nm HfO2_2, Ni contacts) against channel length from 0.04 to 2 μ\mum (Figs. 2, 3, S4 to S7), against temperature from 10 to 295 K (Fig. 4, S8), and on millimetre devices (Fig. S3). It defines σnormal=IDL/(VDSW)\sigma_{normal} = I_D L/(V_{DS} W), fits σnormal=σ0(VGS)exp⁡(−L/ξ(VGS))\sigma_{normal} = \sigma_0(V_{GS})\exp(-L/\xi(V_{GS})), and states that "the channel-length-dependent behavior arises solely from the localization effect". It interprets ξ\xi as "the characteristic spatial extent over which an electron's wavefunction remains coherent before becoming localized in real space" and calls the result "the compelling evidence for the first experimental observation of electron localization in atomically thin In2O3 oxide semiconductors." The measurements look careful (negligible hysteresis, many lengths); the question is whether they support this interpretation.

    The millimetre devices contradict the exponential length law

    I digitized Fig. S3b from a 300 dpi render of v1, with the axes calibrated from the tick marks (69.4 px per decade, 102 px per volt) and the 21 curves identified by their order, which is monotonic in LL, and checked against the legend colours. Relative to the 2 μ\mum device, log⁡10σnormal\log_{10}\sigma_{normal} of the 12,000 μ\mum device is −0.56-0.56 at VGS=0.5V_{GS} = 0.5 V, −0.39-0.39 at 1.0 V, −0.19-0.19 at 2.0 V and −0.12-0.12 at 2.5 V. For L≤30 μL \le 30\,\mum it stays within 0.07 decades of the 2 μ\mum value at every one of these biases. A least-squares fit of ln⁡σnormal\ln\sigma_{normal} linear in LL over all 21 devices gives ξ=11\xi = 11, 16, 33 and 45 mm, and a law linear in ln⁡L\ln L fits 1.8 to 3.4 times better (residual sums 0.54 against 1.84, 0.29 against 0.92, 0.11 against 0.24, 0.08 against 0.14). The largest change is a step between L=120L = 120 and 180 μ\mum (0.14 decades at 1 V), after which σnormal\sigma_{normal} stays within 0.08 decades from 180 to 6,000 μ\mum at 1 V; a step suggests two groups of devices rather than a length law. With the localization lengths the paper reports (≤\le about 10 μ\mum), exp⁡(−L/ξ)\exp(-L/\xi) would suppress the 12 mm device by 10−50010^{-500} or more. The channel thickness and VDSV_{DS} of Fig. S3 are not stated; if VDSV_{DS} is 0.05 or 0.1 V as in Figs. 2 to 4, the 2 μ\mum device has σnormal≈1.3\sigma_{normal} \approx 1.3 to 2.7×10−52.7\times10^{-5} S at VGS≈2.9V_{GS} \approx 2.9 V, below e2/he^2/h, where the paper's own criterion places strong localization. The supplement states that the similar VthV_{th} shift "confirms that localization originates from intrinsic channel material properties"; the digitized data show instead that the length effect in these devices is confined to the turn-on region while the on-state scales almost Ohmically.

    Room-temperature localization needs micrometre phase coherence

    In the standard theory the paper builds on (its refs. 5, 6), a conductance that decays as exp⁡(−L/ξ)\exp(-L/\xi) describes phase-coherent transport over the length LL; at finite temperature a sample longer than its phase-coherence or hopping length conducts Ohmically. The paper extracts ξ\xi up to about 10 μ\mum at 295 K (Fig. 4c) and reads ξ\xi as a coherence length, but gives no measurement of the phase-coherence length (for example weak-localization magnetoresistance) or of hopping, and does not discuss dephasing. The Fig. 4b data at VGS=1V_{GS} = 1 V and 295 K lie at ln⁡σnormal≈−8.7\ln\sigma_{normal} \approx -8.7 to −8.85-8.85 (read from the figure), that is σ≈3.7\sigma \approx 3.7 to 4.3 e2/h4.3\,e^2/h, so by the paper's own relation kFl=(h/e2)σk_F l = (h/e^2)\sigma (Note S1) kFl≈4k_F l \approx 4, on the diffusive side of its Ioffe-Regel criterion, yet a strong-localization exponential is fitted there.

    A length-dependent threshold voltage describes the same data

    The log-scale transfer curves in Figs. 2c, 3a, S4a and S5a look like copies shifted along VGSV_{GS}, and the ξ(VGS)\xi(V_{GS}) curves at different temperatures in Fig. 4c look like copies shifted along VGSV_{GS} too. If length only shifts the transfer curve, σ(VGS,L)=f(VGS−Vth(L))\sigma(V_{GS},L) = f(V_{GS} - V_{th}(L)), then by the chain rule 1/ξ=−∂ln⁡σ/∂L=(∂ln⁡σ/∂VGS) dVth/dL1/\xi = -\partial\ln\sigma/\partial L = (\partial\ln\sigma/\partial V_{GS})\,dV_{th}/dL at every LL. Above threshold, where σ∝VGS−Vth\sigma \propto V_{GS} - V_{th}, this gives ξ∝VGS−Vth\xi \propto V_{GS} - V_{th}, a straight line in VGSV_{GS}, which is the shape of Fig. 2f; and the length dependence fades as σ\sigma rises well above threshold, which is what the paper attributes to the Ioffe-Regel crossover at e2/he^2/h. So the extracted ξ\xi may carry no information beyond one number dVth/dLdV_{th}/dL and the transfer curve. The paper's model assumes VthV_{th} independent of LL and does not test this alternative, nor classical mechanisms that shift VthV_{th} with length: finite-size percolation in the random potential of the film (the paper cites percolation work, refs. 7, 26, 30, but does not discuss it as an alternative; Tseng et al., ACS Nano 20, 11756 (2026), published after this v1, attribute length- and width-dependent VTV_T in amorphous In2_2O3_3 to it), or doping near the contacts. A shift of VthV_{th} with LL is a real and important observation; attributing it to Anderson localization is the step the evidence does not carry.

    The scaling-function figure restates the fit

    Fig. 5 is presented as "the first direct experimental realization of the full scaling function β\beta". For σ=σ0exp⁡(−L/ξ)\sigma = \sigma_0\exp(-L/\xi), β=dln⁡σ/dln⁡L=−L/ξ=ln⁡σ−ln⁡σ0\beta = d\ln\sigma/d\ln L = -L/\xi = \ln\sigma - \ln\sigma_0 identically (checked with exactory-derive: consistent), so any data that follow the fitted exponential with a weakly varying σ0\sigma_0 fall on a line of slope 1 in β\beta against ln⁡σ\ln\sigma, whatever the mechanism. The figure also covers only the β<0\beta < 0 branch, so it is not the full function, and it is at 10 K, not at the room temperature where the main claims are made.

    Internal consistency and reporting

    Fig. 4b and Fig. 4c disagree on the order of the 60 K and 250 K data at VGS=1V_{GS} = 1 V: in Fig. 4b the 60 K line has the second smallest slope (ξ≈6 μ\xi \approx 6\,\mum from its end points), in Fig. 4c the 60 K curve has the second shortest ξ\xi (about 2.5 μ\mum) and 250 K a longer one (about 5 μ\mum); a legend or colour swap is likely. The channel width of the Fig. 2 and 3 devices, the thickness, anneal and VDSV_{DS} of the Fig. S3 devices, the VthV_{th} extraction method, and the device layout (whether different lengths come from one die) are not given, which limits the length analysis. The printed DOI of ref. 14 lacks a hyphen (10.1038/s41563019-0455-8; the record is 10.1038/s41563-019-0455-8).

    References

    I checked all 31 references with exactory-check lookup: the 30 with DOIs resolve to registry records (author-count warnings came from my abbreviated author lists), and ref. 21 (Hu et al., IEDM 2022) resolves on Crossref from its printed DOI. The references are real; this does not bear on the stance.

    What decided the stance

    The claims-follow-from-evidence criterion. The data establish a channel-length-dependent threshold voltage in ultrathin In2_2O3_3 FETs. They do not establish Anderson localization at room temperature: the millimetre data in the supplement contradict the exponential law with the reported ξ\xi, no coherence evidence is given, an alternative that fits the same curves is excluded by assumption, and the scaling-function figure is not an independent test.

    • consistencyminor

      Details needed to analyse the length dependence are missing: the channel width of the Fig. 2 and 3 devices, the thickness, anneal and VDSV_{DS} of the Fig. S3 devices, the VthV_{th} extraction method, and whether devices of different length share a die. Fig. S3b shows a step between L = 120 and 180 μ\mum that such information would explain or exclude.

    • claimsminor

      Fig. 5's slope of 1 in β=dln⁡σ/dln⁡L\beta = d\ln\sigma/d\ln L against ln⁡σ\ln\sigma follows from the fitted form: for σ=σ0e−L/ξ\sigma = \sigma_0 e^{-L/\xi}, β=−L/ξ=ln⁡σ−ln⁡σ0\beta = -L/\xi = \ln\sigma - \ln\sigma_0. It is not an independent test of the scaling theory, and it covers only the β<0\beta < 0 branch at 10 K, not 'the full scaling function'.

    • methodsubstantive

      The model fixes VthV_{th} independent of L ('arises solely from the localization effect'), yet a rigid length-dependent threshold shift gives 1/ξ=(∂ln⁡σ/∂VGS) dVth/dL1/\xi = (\partial\ln\sigma/\partial V_{GS})\,dV_{th}/dL exactly and ξ∝VGS−Vth\xi \propto V_{GS} - V_{th} above threshold, the linear shape of Fig. 2f; no measurement separates the two, and classical causes of a length-dependent VthV_{th} (finite-size percolation, near-contact doping) are not discussed.

    • referencescitation check: upheld

      Abrahams et al. (1979), the scaling theory the paper tests, exists as cited.

      Evidence · citation_lookup/2.0.0
      {
        "reason": "reference_exists",
        "premise": "unchecked_against_paper_text",
        "queries": [
          {
            "url": "https://api.crossref.org/works/10.1103%2FPhysRevLett.42.673",
            "outcome": "record_found",
            "registry": "crossref"
          },
          {
            "url": "https://api.datacite.org/dois/10.1103%2FPhysRevLett.42.673",
            "outcome": "no_record",
            "registry": "datacite"
          }
        ],
        "assertion": "exists"
      }
    • consistencyminor

      Fig. 4b and Fig. 4c disagree on the ordering of the 60 K and 250 K data at VGSV_{GS} = 1 V (Fig. 4b: 60 K slope second smallest, ξ≈6 μ\xi \approx 6\,\mum; Fig. 4c: 60 K ξ≈2.5 μ\xi \approx 2.5\,\mum, second shortest).

    • referencescitation check: upheld

      Nenashev et al. (2019), the percolation description of AOS transport cited as ref. 30, exists as cited.

      Evidence · citation_lookup/2.0.0
      {
        "reason": "reference_exists",
        "premise": "unchecked_against_paper_text",
        "queries": [
          {
            "url": "https://api.crossref.org/works/10.1103%2FPhysRevB.100.125202",
            "outcome": "record_found",
            "registry": "crossref"
          },
          {
            "url": "https://api.datacite.org/dois/10.1103%2FPhysRevB.100.125202",
            "outcome": "no_record",
            "registry": "datacite"
          }
        ],
        "assertion": "exists"
      }
    • evidencesubstantive

      Digitized Fig. S3b (W = 6 μ\mum, 21 devices, L = 2 to 12,000 μ\mum): relative to L = 2 μ\mum, log⁡10σnormal\log_{10}\sigma_{normal} of the 12,000 μ\mum device is −0.56-0.56, −0.39-0.39, −0.19-0.19, −0.12-0.12 at VGSV_{GS} = 0.5, 1.0, 2.0, 2.5 V, and within 0.07 decades for all L up to 30 μ\mum. The exponential law then needs ξ\xi = 11 to 45 mm, against the 0.1 to about 10 μ\mum reported in Figs. 2 to 4, although the supplement cites Fig. S3 as confirming localization.

      • https://arxiv.org/abs/2601.01283v1· Fig. S3b and its caption; Figs. 2f, 3e, 4c— Digitized from a 300 dpi render; axis calibration from tick marks; curves identified by order and legend colour.
    • claimssubstantive

      ξ\xi is read as a coherence length ('remains coherent before becoming localized'), and values up to about 10 μ\mum are extracted at 295 K, but the paper gives no measurement or estimate of the phase-coherence length or hopping length at room temperature, so the Anderson-localization interpretation of the room-temperature length dependence is not supported.

    • referencesminor

      The printed DOI of ref. 14 (10.1038/s41563019-0455-8) does not resolve; the record is 10.1038/s41563-019-0455-8.

    • evidenceminor

      At VGSV_{GS} = 1 V and 295 K (Fig. 4b), σnormal≈\sigma_{normal} \approx 1.4 to 1.7 ×10−4\times 10^{-4} S (read from the figure), about 4 e2/he^2/h, so kFl≈4k_F l \approx 4 by the paper's Note S1, on the diffusive side of its own criterion, while a strong-localization exponential is fitted.

    • referencescitation check: upheld

      Das Sarma and Hwang (2014), cited for the Ioffe-Regel crossover, exists as cited.

      Evidence · citation_lookup/2.0.0
      {
        "reason": "reference_exists",
        "premise": "unchecked_against_paper_text",
        "queries": [
          {
            "url": "https://api.crossref.org/works/10.1103%2FPhysRevB.89.235423",
            "outcome": "record_found",
            "registry": "crossref"
          },
          {
            "url": "https://api.datacite.org/dois/10.1103%2FPhysRevB.89.235423",
            "outcome": "no_record",
            "registry": "datacite"
          }
        ],
        "assertion": "exists"
      }

    What to do next

    Next step on this line

    Separate a length-dependent threshold voltage from localization

    Ground
    The extracted ξ\xi equals (∂ln⁡σ/∂VGS)−1(dVth/dL)−1(\partial\ln\sigma/\partial V_{GS})^{-1}(dV_{th}/dL)^{-1} if length only shifts the transfer curve, and the millimetre devices scale almost Ohmically in the on-state.
    Action
    Extract Vth(L)V_{th}(L) and check whether one dVth/dLdV_{th}/dL per film reproduces ξ(VGS,T)\xi(V_{GS}, T) in Figs. 2 to 4; add 10 to 100 μ\mum devices on the same die and a magnetoresistance measurement of the phase-coherence length.
    Expected outcome
    Either the transfer curves change shape with L beyond a shift and σ\sigma decays exponentially over lengths well beyond ξ\xi on the same film, which would support localization, or the length effect reduces to Vth(L)V_{th}(L), whose cause can then be studied directly.

    A different direction

    Model the length and width dependence as finite-size percolation with measured scales

    Ground
    Amorphous oxide channels have a random potential landscape with measured amplitude (STS) and correlation length (microwave impedance microscopy), and classical percolation needs no phase coherence at room temperature.
    Action
    Build a random-resistor model with those independently measured scales and predict Vth(L,W)V_{th}(L, W) and σnormal(L,VGS,T)\sigma_{normal}(L, V_{GS}, T), including the millimetre devices and devices below 100 nm.
    Expected outcome
    A quantitative fit with no free length scale would identify the mechanism and give design rules for scaled BEOL oxide transistors; a failure would narrow the room left for localization.

    Would change this verdict: I would move to sound with (a) devices of 10 to 100 μ\mum on the same films as Figs. 2 to 4 showing σnormal\sigma_{normal} suppressed as exp⁡(−L/ξ)\exp(-L/\xi) with the reported ξ\xi, together with an account of Fig. S3b; (b) an independent measurement of phase coherence over micrometres at room temperature, such as weak-localization magnetoresistance; and (c) a test that separates localization from a rigid shift of VthV_{th} with LL, for example a change of subthreshold slope or transfer-curve shape with LL that no shift can reproduce, or the temperature dependence of dVth/dLdV_{th}/dL.